Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 65229 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.4 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 14 |
country has a high cardinality: 155 distinct values | High cardinality |
stays_in_weekend_nights is highly correlated with total_nights | High correlation |
stays_in_week_nights is highly correlated with total_nights | High correlation |
is_repeated_guest is highly correlated with previous_bookings_not_canceled | High correlation |
previous_bookings_not_canceled is highly correlated with is_repeated_guest | High correlation |
total_nights is highly correlated with stays_in_weekend_nights and 1 other fields | High correlation |
stays_in_weekend_nights is highly correlated with total_nights | High correlation |
stays_in_week_nights is highly correlated with total_nights | High correlation |
total_nights is highly correlated with stays_in_weekend_nights and 1 other fields | High correlation |
stays_in_weekend_nights is highly correlated with total_nights | High correlation |
stays_in_week_nights is highly correlated with total_nights | High correlation |
is_repeated_guest is highly correlated with previous_bookings_not_canceled | High correlation |
previous_bookings_not_canceled is highly correlated with is_repeated_guest | High correlation |
total_nights is highly correlated with stays_in_weekend_nights and 1 other fields | High correlation |
id is highly correlated with is_canceled and 4 other fields | High correlation |
is_canceled is highly correlated with id | High correlation |
lead_time is highly correlated with id | High correlation |
arrival_date_year is highly correlated with id and 3 other fields | High correlation |
arrival_date_month is highly correlated with id and 2 other fields | High correlation |
arrival_date_week_number is highly correlated with id and 2 other fields | High correlation |
stays_in_weekend_nights is highly correlated with total_nights | High correlation |
stays_in_week_nights is highly correlated with total_nights | High correlation |
children is highly correlated with reserved_room_type | High correlation |
previous_cancellations is highly correlated with previous_bookings_not_canceled | High correlation |
previous_bookings_not_canceled is highly correlated with previous_cancellations | High correlation |
reserved_room_type is highly correlated with children | High correlation |
customer_type is highly correlated with arrival_date_year | High correlation |
total_nights is highly correlated with stays_in_weekend_nights and 1 other fields | High correlation |
previous_cancellations is highly skewed (γ1 = 20.72991635) | Skewed |
previous_bookings_not_canceled is highly skewed (γ1 = 24.30889795) | Skewed |
id has unique values | Unique |
lead_time has 3423 (5.2%) zeros | Zeros |
stays_in_week_nights has 4007 (6.1%) zeros | Zeros |
previous_cancellations has 59591 (91.4%) zeros | Zeros |
previous_bookings_not_canceled has 63686 (97.6%) zeros | Zeros |
booking_changes has 56195 (86.2%) zeros | Zeros |
days_in_waiting_list has 62005 (95.1%) zeros | Zeros |
total_of_special_requests has 40671 (62.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-06 05:02:23.930007 |
|---|---|
| Analysis finished | 2022-07-06 05:02:59.929846 |
| Duration | 36 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 65229 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43544.06917 |
| Minimum | 0 |
|---|---|
| Maximum | 84121 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3293.4 |
| Q1 | 19108 |
| median | 40554 |
| Q3 | 67414 |
| 95-th percentile | 80659.6 |
| Maximum | 84121 |
| Range | 84121 |
| Interquartile range (IQR) | 48306 |
Descriptive statistics
| Standard deviation | 25614.85897 |
|---|---|
| Coefficient of variation (CV) | 0.5882513844 |
| Kurtosis | -1.329710141 |
| Mean | 43544.06917 |
| Median Absolute Deviation (MAD) | 24186 |
| Skewness | -0.0616717062 |
| Sum | 2840336088 |
| Variance | 656121000.1 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 28007 | 1 | < 0.1% |
| 83266 | 1 | < 0.1% |
| 70984 | 1 | < 0.1% |
| 73033 | 1 | < 0.1% |
| 66890 | 1 | < 0.1% |
| 68939 | 1 | < 0.1% |
| 79180 | 1 | < 0.1% |
| 81229 | 1 | < 0.1% |
| 75086 | 1 | < 0.1% |
| Other values (65219) | 65219 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 84121 | 1 | |
| 84117 | 1 | |
| 84094 | 1 | |
| 84063 | 1 | |
| 84057 | 1 | |
| 84056 | 1 | |
| 84050 | 1 | |
| 84023 | 1 | |
| 84022 | 1 | |
| 84016 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 65229 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 65229 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 65229 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 41185 | |
| 1 | 24044 |
| Distinct | 369 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.33791718 |
| Minimum | 0 |
|---|---|
| Maximum | 374 |
| Zeros | 3423 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 17 |
| median | 64 |
| Q3 | 151 |
| 95-th percentile | 301 |
| Maximum | 374 |
| Range | 374 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 96.12754464 |
|---|---|
| Coefficient of variation (CV) | 0.9978163059 |
| Kurtosis | 0.040622905 |
| Mean | 96.33791718 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | 1.036433896 |
| Sum | 6284026 |
| Variance | 9240.504839 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3423 | 5.2% |
| 1 | 1984 | 3.0% |
| 2 | 1156 | 1.8% |
| 3 | 1051 | 1.6% |
| 4 | 994 | 1.5% |
| 5 | 944 | 1.4% |
| 6 | 820 | 1.3% |
| 7 | 706 | 1.1% |
| 12 | 664 | 1.0% |
| 8 | 663 | 1.0% |
| Other values (359) | 52824 |
| Value | Count | Frequency (%) |
| 0 | 3423 | |
| 1 | 1984 | |
| 2 | 1156 | 1.8% |
| 3 | 1051 | 1.6% |
| 4 | 994 | 1.5% |
| 5 | 944 | 1.4% |
| 6 | 820 | 1.3% |
| 7 | 706 | 1.1% |
| 8 | 663 | 1.0% |
| 9 | 574 | 0.9% |
| Value | Count | Frequency (%) |
| 374 | 20 | < 0.1% |
| 373 | 1 | < 0.1% |
| 372 | 33 | 0.1% |
| 367 | 20 | < 0.1% |
| 365 | 61 | |
| 364 | 123 | |
| 363 | 27 | < 0.1% |
| 362 | 1 | < 0.1% |
| 361 | 6 | < 0.1% |
| 360 | 24 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 2016 | |
|---|---|
| 2015 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 260916 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2015 |
|---|---|
| 2nd row | 2015 |
| 3rd row | 2015 |
| 4th row | 2015 |
| 5th row | 2015 |
Common Values
| Value | Count | Frequency (%) |
| 2016 | 46901 | |
| 2015 | 18328 | 28.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2016 | 46901 | |
| 2015 | 18328 | 28.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 65229 | |
| 0 | 65229 | |
| 1 | 65229 | |
| 6 | 46901 | |
| 5 | 18328 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 260916 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 65229 | |
| 0 | 65229 | |
| 1 | 65229 | |
| 6 | 46901 | |
| 5 | 18328 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 260916 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 65229 | |
| 0 | 65229 | |
| 1 | 65229 | |
| 6 | 46901 | |
| 5 | 18328 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 260916 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 65229 | |
| 0 | 65229 | |
| 1 | 65229 | |
| 6 | 46901 | |
| 5 | 18328 | 7.0% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| October | |
|---|---|
| September | |
| August | |
| November | |
| July | |
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.352419936 |
| Min length | 3 |
Characters and Unicode
| Total characters | 414362 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | July |
|---|---|
| 2nd row | July |
| 3rd row | July |
| 4th row | July |
| 5th row | July |
Common Values
| Value | Count | Frequency (%) |
| October | 9255 | |
| September | 8782 | |
| August | 6678 | |
| November | 5761 | |
| July | 5718 | |
| December | 5497 | |
| April | 4804 | |
| May | 4677 | |
| June | 4659 | |
| March | 4148 | |
| Other values (2) | 5250 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| october | 9255 | |
| september | 8782 | |
| august | 6678 | |
| november | 5761 | |
| july | 5718 | |
| december | 5497 | |
| april | 4804 | |
| may | 4677 | |
| june | 4659 | |
| march | 4148 | |
| Other values (2) | 5250 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 71631 | |
| r | 46855 | 11.3% |
| b | 32653 | 7.9% |
| u | 28983 | 7.0% |
| t | 24715 | 6.0% |
| m | 20040 | 4.8% |
| c | 18900 | 4.6% |
| a | 15967 | 3.9% |
| y | 15645 | 3.8% |
| o | 15016 | 3.6% |
| Other values (16) | 123957 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 349133 | |
| Uppercase Letter | 65229 | 15.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 71631 | |
| r | 46855 | |
| b | 32653 | |
| u | 28983 | |
| t | 24715 | 7.1% |
| m | 20040 | 5.7% |
| c | 18900 | 5.4% |
| a | 15967 | 4.6% |
| y | 15645 | 4.5% |
| o | 15016 | 4.3% |
| Other values (8) | 58728 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 12269 | |
| A | 11482 | |
| O | 9255 | |
| M | 8825 | |
| S | 8782 | |
| N | 5761 | |
| D | 5497 | |
| F | 3358 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 414362 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 71631 | |
| r | 46855 | 11.3% |
| b | 32653 | 7.9% |
| u | 28983 | 7.0% |
| t | 24715 | 6.0% |
| m | 20040 | 4.8% |
| c | 18900 | 4.6% |
| a | 15967 | 3.9% |
| y | 15645 | 3.8% |
| o | 15016 | 3.6% |
| Other values (16) | 123957 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 414362 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 71631 | |
| r | 46855 | 11.3% |
| b | 32653 | 7.9% |
| u | 28983 | 7.0% |
| t | 24715 | 6.0% |
| m | 20040 | 4.8% |
| c | 18900 | 4.6% |
| a | 15967 | 3.9% |
| y | 15645 | 3.8% |
| o | 15016 | 3.6% |
| Other values (16) | 123957 |
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.33977219 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 21 |
| median | 34 |
| Q3 | 42 |
| 95-th percentile | 50 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 13.46402432 |
|---|---|
| Coefficient of variation (CV) | 0.4296146199 |
| Kurtosis | -0.9127391335 |
| Mean | 31.33977219 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.3665873391 |
| Sum | 2044262 |
| Variance | 181.2799508 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 42 | 2360 | 3.6% |
| 38 | 2318 | 3.6% |
| 41 | 2238 | 3.4% |
| 39 | 2166 | 3.3% |
| 40 | 1984 | 3.0% |
| 43 | 1883 | 2.9% |
| 37 | 1869 | 2.9% |
| 44 | 1819 | 2.8% |
| 33 | 1748 | 2.7% |
| 36 | 1734 | 2.7% |
| Other values (43) | 45110 |
| Value | Count | Frequency (%) |
| 1 | 202 | 0.3% |
| 2 | 335 | 0.5% |
| 3 | 359 | |
| 4 | 485 | |
| 5 | 485 | |
| 6 | 575 | |
| 7 | 805 | |
| 8 | 893 | |
| 9 | 847 | |
| 10 | 890 |
| Value | Count | Frequency (%) |
| 53 | 1502 | |
| 52 | 928 | |
| 51 | 753 | |
| 50 | 1256 | |
| 49 | 1454 | |
| 48 | 1297 | |
| 47 | 1419 | |
| 46 | 1324 | |
| 45 | 1642 | |
| 44 | 1819 |
arrival_date_day_of_month
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.84781309 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.748182441 |
|---|---|
| Coefficient of variation (CV) | 0.5520119648 |
| Kurtosis | -1.185115979 |
| Mean | 15.84781309 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.0009047732918 |
| Sum | 1033737 |
| Variance | 76.53069603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 17 | 2565 | 3.9% |
| 5 | 2502 | 3.8% |
| 12 | 2298 | 3.5% |
| 16 | 2297 | 3.5% |
| 18 | 2296 | 3.5% |
| 19 | 2289 | 3.5% |
| 30 | 2272 | 3.5% |
| 24 | 2248 | 3.4% |
| 26 | 2247 | 3.4% |
| 20 | 2244 | 3.4% |
| Other values (21) | 41971 |
| Value | Count | Frequency (%) |
| 1 | 1744 | |
| 2 | 2157 | |
| 3 | 2040 | |
| 4 | 2097 | |
| 5 | 2502 | |
| 6 | 2074 | |
| 7 | 2164 | |
| 8 | 2159 | |
| 9 | 2220 | |
| 10 | 1846 |
| Value | Count | Frequency (%) |
| 31 | 1152 | |
| 30 | 2272 | |
| 29 | 1940 | |
| 28 | 2152 | |
| 27 | 2063 | |
| 26 | 2247 | |
| 25 | 2204 | |
| 24 | 2248 | |
| 23 | 1811 | |
| 22 | 1949 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 261 |
| 4 | 152 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 65229 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 65229 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 65229 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 29738 | |
| 1 | 17721 | |
| 2 | 17357 | |
| 3 | 261 | 0.4% |
| 4 | 152 | 0.2% |
stays_in_week_nights
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.224792654 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4007 |
| Zeros (%) | 6.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.354992231 |
|---|---|
| Coefficient of variation (CV) | 0.6090420284 |
| Kurtosis | -0.1484423279 |
| Mean | 2.224792654 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6228936977 |
| Sum | 145121 |
| Variance | 1.836003945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 20137 | |
| 1 | 17850 | |
| 3 | 12341 | |
| 4 | 5131 | 7.9% |
| 5 | 5128 | 7.9% |
| 0 | 4007 | 6.1% |
| 6 | 635 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 4007 | 6.1% |
| 1 | 17850 | |
| 2 | 20137 | |
| 3 | 12341 | |
| 4 | 5131 | 7.9% |
| 5 | 5128 | 7.9% |
| 6 | 635 | 1.0% |
| Value | Count | Frequency (%) |
| 6 | 635 | 1.0% |
| 5 | 5128 | 7.9% |
| 4 | 5131 | 7.9% |
| 3 | 12341 | |
| 2 | 20137 | |
| 1 | 17850 | |
| 0 | 4007 | 6.1% |
adults
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 2.0 | |
|---|---|
| 1.0 | |
| 3.0 | 2858 |
| 0.0 | 166 |
| 4.0 | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 195687 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 48980 | |
| 1.0 | 13212 | 20.3% |
| 3.0 | 2858 | 4.4% |
| 0.0 | 166 | 0.3% |
| 4.0 | 13 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2.0 | 48980 | |
| 1.0 | 13212 | 20.3% |
| 3.0 | 2858 | 4.4% |
| 0.0 | 166 | 0.3% |
| 4.0 | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 65395 | |
| . | 65229 | |
| 2 | 48980 | |
| 1 | 13212 | 6.8% |
| 3 | 2858 | 1.5% |
| 4 | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 130458 | |
| Other Punctuation | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 65395 | |
| 2 | 48980 | |
| 1 | 13212 | 10.1% |
| 3 | 2858 | 2.2% |
| 4 | 13 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 65229 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 195687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 65395 | |
| . | 65229 | |
| 2 | 48980 | |
| 1 | 13212 | 6.8% |
| 3 | 2858 | 1.5% |
| 4 | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 195687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 65395 | |
| . | 65229 | |
| 2 | 48980 | |
| 1 | 13212 | 6.8% |
| 3 | 2858 | 1.5% |
| 4 | 13 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 2165 |
| 2.0 | 1336 |
| 3.0 | 16 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 195687 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 61712 | |
| 1.0 | 2165 | 3.3% |
| 2.0 | 1336 | 2.0% |
| 3.0 | 16 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 61712 | |
| 1.0 | 2165 | 3.3% |
| 2.0 | 1336 | 2.0% |
| 3.0 | 16 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 126941 | |
| . | 65229 | |
| 1 | 2165 | 1.1% |
| 2 | 1336 | 0.7% |
| 3 | 16 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 130458 | |
| Other Punctuation | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 126941 | |
| 1 | 2165 | 1.7% |
| 2 | 1336 | 1.0% |
| 3 | 16 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 65229 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 195687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 126941 | |
| . | 65229 | |
| 1 | 2165 | 1.1% |
| 2 | 1336 | 0.7% |
| 3 | 16 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 195687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 126941 | |
| . | 65229 | |
| 1 | 2165 | 1.1% |
| 2 | 1336 | 0.7% |
| 3 | 16 | < 0.1% |
babies
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 447 |
| 2.0 | 3 |
| 10.0 | 1 |
| 9.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.000015331 |
| Min length | 3 |
Characters and Unicode
| Total characters | 195688 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 64777 | |
| 1.0 | 447 | 0.7% |
| 2.0 | 3 | < 0.1% |
| 10.0 | 1 | < 0.1% |
| 9.0 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 64777 | |
| 1.0 | 447 | 0.7% |
| 2.0 | 3 | < 0.1% |
| 10.0 | 1 | < 0.1% |
| 9.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 130007 | |
| . | 65229 | |
| 1 | 448 | 0.2% |
| 2 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 130459 | |
| Other Punctuation | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 130007 | |
| 1 | 448 | 0.3% |
| 2 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 65229 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 195688 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 130007 | |
| . | 65229 | |
| 1 | 448 | 0.2% |
| 2 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 195688 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 130007 | |
| . | 65229 | |
| 1 | 448 | 0.2% |
| 2 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
meal
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| BB | |
|---|---|
| HB | |
| SC | |
| SC | 515 |
| FB | 451 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.944733171 |
| Min length | 2 |
Characters and Unicode
| Total characters | 583456 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BB |
|---|---|
| 2nd row | BB |
| 3rd row | BB |
| 4th row | FB |
| 5th row | BB |
Common Values
| Value | Count | Frequency (%) |
| BB | 51697 | |
| HB | 7292 | 11.2% |
| SC | 5274 | 8.1% |
| SC | 515 | 0.8% |
| FB | 451 | 0.7% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| bb | 51697 | |
| hb | 7292 | 11.2% |
| sc | 5789 | 8.9% |
| fb | 451 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 452998 | ||
| B | 111137 | 19.0% |
| H | 7292 | 1.2% |
| S | 5789 | 1.0% |
| C | 5789 | 1.0% |
| F | 451 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Space Separator | 452998 | |
| Uppercase Letter | 130458 | 22.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 111137 | |
| H | 7292 | 5.6% |
| S | 5789 | 4.4% |
| C | 5789 | 4.4% |
| F | 451 | 0.3% |
Space Separator
| Value | Count | Frequency (%) |
| 452998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 452998 | |
| Latin | 130458 | 22.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 111137 | |
| H | 7292 | 5.6% |
| S | 5789 | 4.4% |
| C | 5789 | 4.4% |
| F | 451 | 0.3% |
Common
| Value | Count | Frequency (%) |
| 452998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 583456 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 452998 | ||
| B | 111137 | 19.0% |
| H | 7292 | 1.2% |
| S | 5789 | 1.0% |
| C | 5789 | 1.0% |
| F | 451 | 0.1% |
| Distinct | 155 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| PRT | |
|---|---|
| FRA | |
| GBR | |
| ESP | |
| DEU | |
| Other values (150) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.992518665 |
| Min length | 2 |
Characters and Unicode
| Total characters | 195199 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 35 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | GBR |
|---|---|
| 2nd row | GBR |
| 3rd row | PRT |
| 4th row | PRT |
| 5th row | PRT |
Common Values
| Value | Count | Frequency (%) |
| PRT | 28831 | |
| FRA | 5974 | 9.2% |
| GBR | 5109 | 7.8% |
| ESP | 4900 | 7.5% |
| DEU | 3887 | 6.0% |
| ITA | 2327 | 3.6% |
| IRL | 1445 | 2.2% |
| BEL | 1245 | 1.9% |
| NLD | 1166 | 1.8% |
| BRA | 1088 | 1.7% |
| Other values (145) | 9257 | 14.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| prt | 28831 | |
| fra | 5974 | 9.2% |
| gbr | 5109 | 7.8% |
| esp | 4900 | 7.5% |
| deu | 3887 | 6.0% |
| ita | 2327 | 3.6% |
| irl | 1445 | 2.2% |
| bel | 1245 | 1.9% |
| nld | 1166 | 1.8% |
| bra | 1088 | 1.7% |
| Other values (145) | 9257 | 14.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 44590 | |
| P | 34490 | |
| T | 32278 | |
| A | 11965 | 6.1% |
| E | 11783 | 6.0% |
| B | 7679 | 3.9% |
| S | 7609 | 3.9% |
| U | 6917 | 3.5% |
| F | 6253 | 3.2% |
| G | 5618 | 2.9% |
| Other values (16) | 26017 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 195199 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 44590 | |
| P | 34490 | |
| T | 32278 | |
| A | 11965 | 6.1% |
| E | 11783 | 6.0% |
| B | 7679 | 3.9% |
| S | 7609 | 3.9% |
| U | 6917 | 3.5% |
| F | 6253 | 3.2% |
| G | 5618 | 2.9% |
| Other values (16) | 26017 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 195199 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 44590 | |
| P | 34490 | |
| T | 32278 | |
| A | 11965 | 6.1% |
| E | 11783 | 6.0% |
| B | 7679 | 3.9% |
| S | 7609 | 3.9% |
| U | 6917 | 3.5% |
| F | 6253 | 3.2% |
| G | 5618 | 2.9% |
| Other values (16) | 26017 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 195199 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 44590 | |
| P | 34490 | |
| T | 32278 | |
| A | 11965 | 6.1% |
| E | 11783 | 6.0% |
| B | 7679 | 3.9% |
| S | 7609 | 3.9% |
| U | 6917 | 3.5% |
| F | 6253 | 3.2% |
| G | 5618 | 2.9% |
| Other values (16) | 26017 |
distribution_channel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| TA/TO | |
|---|---|
| Direct | |
| Corporate | 3823 |
| GDS | 99 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.336460777 |
| Min length | 3 |
Characters and Unicode
| Total characters | 348092 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct |
|---|---|
| 2nd row | TA/TO |
| 3rd row | Direct |
| 4th row | Direct |
| 5th row | TA/TO |
Common Values
| Value | Count | Frequency (%) |
| TA/TO | 54454 | |
| Direct | 6853 | 10.5% |
| Corporate | 3823 | 5.9% |
| GDS | 99 | 0.2% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| ta/to | 54454 | |
| direct | 6853 | 10.5% |
| corporate | 3823 | 5.9% |
| gds | 99 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 108908 | |
| A | 54454 | |
| / | 54454 | |
| O | 54454 | |
| r | 14499 | 4.2% |
| e | 10676 | 3.1% |
| t | 10676 | 3.1% |
| o | 7646 | 2.2% |
| D | 6952 | 2.0% |
| i | 6853 | 2.0% |
| Other values (6) | 18520 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 228789 | |
| Lowercase Letter | 64849 | 18.6% |
| Other Punctuation | 54454 | 15.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 14499 | |
| e | 10676 | |
| t | 10676 | |
| o | 7646 | |
| i | 6853 | |
| c | 6853 | |
| p | 3823 | 5.9% |
| a | 3823 | 5.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 108908 | |
| A | 54454 | |
| O | 54454 | |
| D | 6952 | 3.0% |
| C | 3823 | 1.7% |
| G | 99 | < 0.1% |
| S | 99 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 54454 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 293638 | |
| Common | 54454 | 15.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 108908 | |
| A | 54454 | |
| O | 54454 | |
| r | 14499 | 4.9% |
| e | 10676 | 3.6% |
| t | 10676 | 3.6% |
| o | 7646 | 2.6% |
| D | 6952 | 2.4% |
| i | 6853 | 2.3% |
| c | 6853 | 2.3% |
| Other values (5) | 11667 | 4.0% |
Common
| Value | Count | Frequency (%) |
| / | 54454 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 348092 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 108908 | |
| A | 54454 | |
| / | 54454 | |
| O | 54454 | |
| r | 14499 | 4.2% |
| e | 10676 | 3.1% |
| t | 10676 | 3.1% |
| o | 7646 | 2.2% |
| D | 6952 | 2.0% |
| i | 6853 | 2.0% |
| Other values (6) | 18520 | 5.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0 | |
|---|---|
| 1 | 1771 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 65229 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 65229 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 65229 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 63458 | |
| 1 | 1771 | 2.7% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1289150531 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 59591 |
| Zeros (%) | 91.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.9653256977 |
|---|---|
| Coefficient of variation (CV) | 7.488075864 |
| Kurtosis | 491.7489354 |
| Mean | 0.1289150531 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.72991635 |
| Sum | 8409 |
| Variance | 0.9318537027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 59591 | |
| 1 | 5367 | 8.2% |
| 2 | 54 | 0.1% |
| 3 | 51 | 0.1% |
| 11 | 35 | 0.1% |
| 24 | 28 | < 0.1% |
| 25 | 19 | < 0.1% |
| 26 | 18 | < 0.1% |
| 19 | 17 | < 0.1% |
| 5 | 13 | < 0.1% |
| Other values (5) | 36 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 59591 | |
| 1 | 5367 | 8.2% |
| 2 | 54 | 0.1% |
| 3 | 51 | 0.1% |
| 4 | 5 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 7 | < 0.1% |
| 11 | 35 | 0.1% |
| 13 | 12 | < 0.1% |
| 14 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 26 | 18 | |
| 25 | 19 | |
| 24 | 28 | |
| 21 | 1 | < 0.1% |
| 19 | 17 | |
| 14 | 11 | < 0.1% |
| 13 | 12 | < 0.1% |
| 11 | 35 | |
| 6 | 7 | < 0.1% |
| 5 | 13 | < 0.1% |
previous_bookings_not_canceled
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 58 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1077128271 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 63686 |
| Zeros (%) | 97.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.326637954 |
|---|---|
| Coefficient of variation (CV) | 12.31643426 |
| Kurtosis | 758.3305593 |
| Mean | 0.1077128271 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.30889795 |
| Sum | 7026 |
| Variance | 1.75996826 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 63686 | |
| 1 | 645 | 1.0% |
| 2 | 252 | 0.4% |
| 3 | 136 | 0.2% |
| 4 | 114 | 0.2% |
| 5 | 89 | 0.1% |
| 6 | 56 | 0.1% |
| 7 | 34 | 0.1% |
| 8 | 25 | < 0.1% |
| 9 | 23 | < 0.1% |
| Other values (48) | 169 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 63686 | |
| 1 | 645 | 1.0% |
| 2 | 252 | 0.4% |
| 3 | 136 | 0.2% |
| 4 | 114 | 0.2% |
| 5 | 89 | 0.1% |
| 6 | 56 | 0.1% |
| 7 | 34 | 0.1% |
| 8 | 25 | < 0.1% |
| 9 | 23 | < 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 57 | 1 | |
| 56 | 1 | |
| 55 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 52 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| A | |
|---|---|
| D | |
| E | 2448 |
| F | 1213 |
| B | 860 |
| Other values (2) | 820 |
Length
| Max length | 16 |
|---|---|
| Median length | 16 |
| Mean length | 16 |
| Min length | 16 |
Characters and Unicode
| Total characters | 1043664 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | C |
| 4th row | C |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 50501 | |
| D | 9387 | 14.4% |
| E | 2448 | 3.8% |
| F | 1213 | 1.9% |
| B | 860 | 1.3% |
| G | 592 | 0.9% |
| C | 228 | 0.3% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| a | 50501 | |
| d | 9387 | 14.4% |
| e | 2448 | 3.8% |
| f | 1213 | 1.9% |
| b | 860 | 1.3% |
| g | 592 | 0.9% |
| c | 228 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 978435 | ||
| A | 50501 | 4.8% |
| D | 9387 | 0.9% |
| E | 2448 | 0.2% |
| F | 1213 | 0.1% |
| B | 860 | 0.1% |
| G | 592 | 0.1% |
| C | 228 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Space Separator | 978435 | |
| Uppercase Letter | 65229 | 6.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 50501 | |
| D | 9387 | 14.4% |
| E | 2448 | 3.8% |
| F | 1213 | 1.9% |
| B | 860 | 1.3% |
| G | 592 | 0.9% |
| C | 228 | 0.3% |
Space Separator
| Value | Count | Frequency (%) |
| 978435 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 978435 | |
| Latin | 65229 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 50501 | |
| D | 9387 | 14.4% |
| E | 2448 | 3.8% |
| F | 1213 | 1.9% |
| B | 860 | 1.3% |
| G | 592 | 0.9% |
| C | 228 | 0.3% |
Common
| Value | Count | Frequency (%) |
| 978435 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1043664 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 978435 | ||
| A | 50501 | 4.8% |
| D | 9387 | 0.9% |
| E | 2448 | 0.2% |
| F | 1213 | 0.1% |
| B | 860 | 0.1% |
| G | 592 | 0.1% |
| C | 228 | < 0.1% |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19426942 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 56195 |
| Zeros (%) | 86.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.593837782 |
|---|---|
| Coefficient of variation (CV) | 3.056774359 |
| Kurtosis | 77.63499906 |
| Mean | 0.19426942 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.021001643 |
| Sum | 12672 |
| Variance | 0.3526433113 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 56195 | |
| 1 | 6615 | 10.1% |
| 2 | 1754 | 2.7% |
| 3 | 413 | 0.6% |
| 4 | 149 | 0.2% |
| 5 | 42 | 0.1% |
| 6 | 19 | < 0.1% |
| 7 | 18 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 5 | < 0.1% |
| Other values (6) | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 56195 | |
| 1 | 6615 | 10.1% |
| 2 | 1754 | 2.7% |
| 3 | 413 | 0.6% |
| 4 | 149 | 0.2% |
| 5 | 42 | 0.1% |
| 6 | 19 | < 0.1% |
| 7 | 18 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 4 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8 | 7 | < 0.1% |
| 7 | 18 | |
| 6 | 19 |
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.334421806 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 62005 |
| Zeros (%) | 95.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.23960574 |
|---|---|
| Coefficient of variation (CV) | 5.470095508 |
| Kurtosis | 65.57762721 |
| Mean | 3.334421806 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.397372748 |
| Sum | 217501 |
| Variance | 332.6832177 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 62005 | |
| 39 | 185 | 0.3% |
| 58 | 164 | 0.3% |
| 44 | 137 | 0.2% |
| 31 | 126 | 0.2% |
| 35 | 95 | 0.1% |
| 69 | 89 | 0.1% |
| 46 | 87 | 0.1% |
| 87 | 80 | 0.1% |
| 63 | 80 | 0.1% |
| Other values (87) | 2181 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 62005 | |
| 1 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 59 | 0.1% |
| 4 | 20 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 11 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 13 | < 0.1% |
| 10 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 10 | < 0.1% |
| 236 | 35 | |
| 224 | 10 | < 0.1% |
| 215 | 21 | |
| 207 | 15 | < 0.1% |
| 193 | 1 | < 0.1% |
| 187 | 45 | |
| 178 | 30 | |
| 176 | 50 | |
| 174 | 19 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| Transient | |
|---|---|
| Transient-Party | |
| Contract | 2746 |
| Group | 287 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.47670515 |
| Min length | 5 |
Characters and Unicode
| Total characters | 683385 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Transient |
|---|---|
| 2nd row | Transient |
| 3rd row | Transient |
| 4th row | Transient |
| 5th row | Transient |
Common Values
| Value | Count | Frequency (%) |
| Transient | 45493 | |
| Transient-Party | 16703 | 25.6% |
| Contract | 2746 | 4.2% |
| Group | 287 | 0.4% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| transient | 45493 | |
| transient-party | 16703 | 25.6% |
| contract | 2746 | 4.2% |
| group | 287 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 127138 | |
| t | 84391 | |
| r | 81932 | |
| a | 81645 | |
| T | 62196 | |
| s | 62196 | |
| i | 62196 | |
| e | 62196 | |
| y | 16703 | 2.4% |
| - | 16703 | 2.4% |
| Other values (7) | 26089 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 584750 | |
| Uppercase Letter | 81932 | 12.0% |
| Dash Punctuation | 16703 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 127138 | |
| t | 84391 | |
| r | 81932 | |
| a | 81645 | |
| s | 62196 | |
| i | 62196 | |
| e | 62196 | |
| y | 16703 | 2.9% |
| o | 3033 | 0.5% |
| c | 2746 | 0.5% |
| Other values (2) | 574 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 62196 | |
| P | 16703 | 20.4% |
| C | 2746 | 3.4% |
| G | 287 | 0.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 16703 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 666682 | |
| Common | 16703 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 127138 | |
| t | 84391 | |
| r | 81932 | |
| a | 81645 | |
| T | 62196 | |
| s | 62196 | |
| i | 62196 | |
| e | 62196 | |
| y | 16703 | 2.5% |
| P | 16703 | 2.5% |
| Other values (6) | 9386 | 1.4% |
Common
| Value | Count | Frequency (%) |
| - | 16703 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 683385 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 127138 | |
| t | 84391 | |
| r | 81932 | |
| a | 81645 | |
| T | 62196 | |
| s | 62196 | |
| i | 62196 | |
| e | 62196 | |
| y | 16703 | 2.4% |
| - | 16703 | 2.4% |
| Other values (7) | 26089 | 3.8% |
required_car_parking_spaces
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 509.7 KiB |
| 0 | |
|---|---|
| 1 | 3670 |
| 2 | 11 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 65229 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 65229 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 65229 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 65229 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 61547 | |
| 1 | 3670 | 5.6% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5127627282 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 40671 |
| Zeros (%) | 62.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7525902719 |
|---|---|
| Coefficient of variation (CV) | 1.467716412 |
| Kurtosis | 1.589829586 |
| Mean | 0.5127627282 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.41455973 |
| Sum | 33447 |
| Variance | 0.5663921173 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 40671 | |
| 1 | 16958 | |
| 2 | 6444 | 9.9% |
| 3 | 1036 | 1.6% |
| 4 | 107 | 0.2% |
| 5 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 40671 | |
| 1 | 16958 | |
| 2 | 6444 | 9.9% |
| 3 | 1036 | 1.6% |
| 4 | 107 | 0.2% |
| 5 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 13 | < 0.1% |
| 4 | 107 | 0.2% |
| 3 | 1036 | 1.6% |
| 2 | 6444 | 9.9% |
| 1 | 16958 | |
| 0 | 40671 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.049977771 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 509.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.738108078 |
|---|---|
| Coefficient of variation (CV) | 0.5698756545 |
| Kurtosis | 0.6805428651 |
| Mean | 3.049977771 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.005460633 |
| Sum | 198947 |
| Variance | 3.021019692 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 16795 | |
| 3 | 15652 | |
| 1 | 12122 | |
| 4 | 9629 | |
| 5 | 4288 | 6.6% |
| 7 | 3853 | 5.9% |
| 6 | 2078 | 3.2% |
| 8 | 542 | 0.8% |
| 9 | 152 | 0.2% |
| 10 | 118 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 12122 | |
| 2 | 16795 | |
| 3 | 15652 | |
| 4 | 9629 | |
| 5 | 4288 | 6.6% |
| 6 | 2078 | 3.2% |
| 7 | 3853 | 5.9% |
| 8 | 542 | 0.8% |
| 9 | 152 | 0.2% |
| 10 | 118 | 0.2% |
| Value | Count | Frequency (%) |
| 10 | 118 | 0.2% |
| 9 | 152 | 0.2% |
| 8 | 542 | 0.8% |
| 7 | 3853 | 5.9% |
| 6 | 2078 | 3.2% |
| 5 | 4288 | 6.6% |
| 4 | 9629 | |
| 3 | 15652 | |
| 2 | 16795 | |
| 1 | 12122 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| id | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | booking_changes | days_in_waiting_list | customer_type | required_car_parking_spaces | total_of_special_requests | total_nights | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 7.0 | 2015 | July | 27 | 1 | 0 | 1 | 1.0 | 0.0 | 0.0 | BB | GBR | Direct | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 0 | 1 |
| 1 | 1 | 0 | 14.0 | 2015 | July | 27 | 1 | 0 | 2 | 2.0 | 0.0 | 0.0 | BB | GBR | TA/TO | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 1 | 2 |
| 2 | 2 | 0 | 0.0 | 2015 | July | 27 | 1 | 0 | 2 | 2.0 | 0.0 | 0.0 | BB | PRT | Direct | 0 | 0 | 0 | C | 0 | 0 | Transient | 0 | 0 | 2 |
| 3 | 3 | 0 | 9.0 | 2015 | July | 27 | 1 | 0 | 2 | 2.0 | 0.0 | 0.0 | FB | PRT | Direct | 0 | 0 | 0 | C | 0 | 0 | Transient | 0 | 1 | 2 |
| 4 | 4 | 1 | 85.0 | 2015 | July | 27 | 1 | 0 | 3 | 2.0 | 0.0 | 0.0 | BB | PRT | TA/TO | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 1 | 3 |
| 5 | 5 | 1 | 75.0 | 2015 | July | 27 | 1 | 0 | 3 | 2.0 | 0.0 | 0.0 | HB | PRT | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 0 | 3 |
| 6 | 6 | 1 | 23.0 | 2015 | July | 27 | 1 | 0 | 4 | 2.0 | 0.0 | 0.0 | BB | PRT | TA/TO | 0 | 0 | 0 | E | 0 | 0 | Transient | 0 | 0 | 4 |
| 7 | 7 | 0 | 18.0 | 2015 | July | 27 | 1 | 0 | 4 | 2.0 | 1.0 | 0.0 | HB | ESP | TA/TO | 0 | 0 | 0 | G | 1 | 0 | Transient | 0 | 1 | 4 |
| 8 | 8 | 0 | 68.0 | 2015 | July | 27 | 1 | 0 | 4 | 2.0 | 0.0 | 0.0 | BB | IRL | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 3 | 4 |
| 9 | 9 | 0 | 37.0 | 2015 | July | 27 | 1 | 0 | 4 | 2.0 | 0.0 | 0.0 | BB | PRT | TA/TO | 0 | 0 | 0 | E | 0 | 0 | Contract | 0 | 0 | 4 |
Last rows
| id | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | booking_changes | days_in_waiting_list | customer_type | required_car_parking_spaces | total_of_special_requests | total_nights | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65219 | 84016 | 0 | 42.0 | 2016 | December | 53 | 31 | 2 | 2 | 2.0 | 1.0 | 0.0 | BB | ESP | TA/TO | 0 | 0 | 0 | A | 1 | 0 | Transient | 0 | 1 | 4 |
| 65220 | 84022 | 0 | 23.0 | 2016 | December | 53 | 30 | 2 | 3 | 2.0 | 0.0 | 1.0 | BB | HUN | TA/TO | 0 | 0 | 0 | D | 1 | 0 | Transient | 0 | 3 | 5 |
| 65221 | 84023 | 0 | 42.0 | 2016 | December | 53 | 29 | 2 | 5 | 2.0 | 0.0 | 0.0 | BB | USA | Direct | 0 | 0 | 0 | E | 0 | 0 | Transient | 0 | 0 | 7 |
| 65222 | 84050 | 0 | 96.0 | 2016 | December | 53 | 31 | 2 | 3 | 2.0 | 0.0 | 0.0 | HB | CHE | TA/TO | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 0 | 5 |
| 65223 | 84056 | 0 | 23.0 | 2016 | December | 53 | 30 | 2 | 4 | 2.0 | 0.0 | 0.0 | BB | NLD | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 2 | 6 |
| 65224 | 84057 | 0 | 23.0 | 2016 | December | 53 | 30 | 2 | 4 | 2.0 | 0.0 | 0.0 | BB | CHN | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 2 | 6 |
| 65225 | 84063 | 0 | 53.0 | 2016 | December | 53 | 31 | 2 | 3 | 2.0 | 0.0 | 0.0 | HB | FRA | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 3 | 5 |
| 65226 | 84094 | 0 | 7.0 | 2016 | December | 53 | 31 | 2 | 4 | 2.0 | 0.0 | 0.0 | BB | FRA | TA/TO | 0 | 0 | 0 | D | 0 | 0 | Transient | 0 | 1 | 6 |
| 65227 | 84117 | 0 | 17.0 | 2016 | December | 53 | 30 | 2 | 5 | 2.0 | 0.0 | 0.0 | SC | FRA | TA/TO | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 1 | 7 |
| 65228 | 84121 | 0 | 107.0 | 2016 | December | 53 | 31 | 2 | 5 | 2.0 | 0.0 | 0.0 | BB | FRA | TA/TO | 0 | 0 | 0 | A | 0 | 0 | Transient | 0 | 0 | 7 |